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Bitcoind only stores information about addresses that you've added.
How do I make it store balance and transaction information for all addresses so that given any address I've never seen before, I can quickly query the information? I need responses in less than 1 second.
I dont want to use any centralized apis like blockcypher or blockchain.com.
This is not a supported feature. Only the wallet tracks total balances (per wallet even, not per address), and only does so for your own keys/addresses (including imported "watch only" keys/addresses).
Other software exists that provides this functionality.
Better check https://github.com/bitpay/bitcore or other open-source blockchain's indexer. But no bitcoind is not made to support this "top level" functionality
